{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The bias-variance trade-off"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The errors that an ML model makes when predicting outcomes for new input data can be broken down into reducible and irreducible parts. The irreducible part is due to random variation (noise) in the data that is not measured, such as relevant but missing variables or natural variation. The reducible part of the generalization error, in turn, can be broken down into bias and variance. Both are due to differences between the true functional relationship and the assumptions made by the machine learning algorithm, as detailed in the following list:\n",
    "\n",
    "- **Error due to bias**: The hypothesis is too simple to capture the complexity of the true functional relationship. As a result, whenever the model attempts to learn the true function, it makes systematic mistakes and, on average, the predictions will be similarly biased. This is also called underfitting.\n",
    "\n",
    "- **Error due to variance**: The algorithm is overly complex in view of the true relationship. Instead of capturing the true relationship, it overfits to the data and extracts patterns from the noise. As a result, it learns different functional relationships from each sample, and out-of-sample predictions will vary widely.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:40:21.885193Z",
     "start_time": "2018-10-31T18:40:21.837171Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from numpy.random import randint, choice, normal,shuffle\n",
    "from scipy.special import factorial\n",
    "from sklearn.model_selection import learning_curve, TimeSeriesSplit, PredefinedSplit\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.metrics import mean_squared_error\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:40:21.890858Z",
     "start_time": "2018-10-31T18:40:21.886685Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "plt.style.use('fivethirtyeight')\n",
    "plt.rc('figure', figsize=(14, 8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Underfitting vs overfitting"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following code illustrates overfitting by approximating a cosine function using increasingly complex polynomials (change `max_degree`) and measuring the in-sample error. \n",
    "\n",
    "More specifically, we draw 10 random samples with some added noise (n = 30) to learn a polynomial of varying complexity (see the code in the accompanying notebook). Each time, the model predicts new data points and we capture the mean-squared error for these predictions, as well as the standard deviation of these errors.\n",
    "\n",
    "The figure in the book shows the results for a polynomial of degree 1, which yields a straight line clearly underfits the true function. However, the estimated line will not differ dramatically from one sample drawn from the true function to the next. \n",
    "\n",
    "The middle panel shows that a degree 5 polynomial approximates the true relationship reasonably well on the [0, 1] interval. On the other hand, a polynomial of degree 15 fits the small sample almost perfectly, but provides a poor estimate of the true relationship: it overfits to the random variation in the sample data points, and the learned function will vary strongly with each sample drawn."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate Sample Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:40:21.898766Z",
     "start_time": "2018-10-31T18:40:21.892057Z"
    }
   },
   "outputs": [],
   "source": [
    "max_degree = 10\n",
    "def f(x):\n",
    "    taylor = [(-1)**i * x ** e / factorial(e) for i, e in enumerate(range(1, max_degree, 2))]\n",
    "    return  np.sum(taylor, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:40:22.172278Z",
     "start_time": "2018-10-31T18:40:21.900342Z"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-5, 5, 1000)\n",
    "data = pd.DataFrame({'y': f(x), 'x': x})\n",
    "ax = data.plot(x='x', y='y', legend=False)\n",
    "pd.Series(np.sin(x), index=x).plot(ax=ax, ls='--', lw=2, label='sine')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Managing the trade-off"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's further illustrate the impact of overfitting versus underfitting by trying to learn a Taylor series approximation of the cosine function of ninth degree with some added noise. In the following diagram, we draw random samples of the true function and fit polynomials that underfit, overfit, and provide an approximately correct degree of flexibility. We then predict out-of-sample and measure the RMSE. \n",
    "\n",
    "The high bias but low variance of a polynomial of degree 3 compares to the low bias but exceedingly high variance of the various prediction errors visible in the first panel. The left-hand panel shows the distribution of the errors that result from subtracting the true function values. The underfit case of a straight line produces a poor in-sample fit and is significantly off target out of sample. The overfit model shows the best fit in-sample with the smallest dispersion of errors, but the price is a large variance out-of-sample. The appropriate model that matches the functional form of the true model performs the best by far out-of-sample. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:40:23.666343Z",
     "start_time": "2018-10-31T18:40:22.173947Z"
    }
   },
   "outputs": [],
   "source": [
    "X={}\n",
    "datasets = ['Train', 'Test']\n",
    "X['Train'] = np.linspace(-3, 3, 2500)\n",
    "X['Test'] = np.linspace(3, 5, 500)\n",
    "models = {'Underfit': 3, 'Right Fit': 9, 'Overfit': 15}\n",
    "\n",
    "sample, noise = 100, .2\n",
    "result = pd.DataFrame()\n",
    "for i in range(100):\n",
    "    x_ = {d: choice(X[d], size=sample, replace=False) for d in datasets}\n",
    "    y_ = {d: f(x_[d]) for d in datasets}\n",
    "    y_['Train'] += normal(loc=0,\n",
    "                          scale=np.std(y_['Train']) * noise,\n",
    "                          size=sample)\n",
    "\n",
    "    trained_models = {fit: np.poly1d(np.polyfit(x=x_['Train'],\n",
    "                                        y=y_['Train'],\n",
    "                                        deg=deg))\n",
    "              for fit, deg in models.items()}\n",
    "\n",
    "    for fit, model in trained_models.items():\n",
    "        for dataset in datasets:\n",
    "            pred = model(x_[dataset])\n",
    "            result = result.append(pd.DataFrame(dict(x=x_[dataset],\n",
    "                                                     Model=fit,\n",
    "                                                     Data=dataset,\n",
    "                                                     y=pred,\n",
    "                                                     Error=pred - y_[dataset])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:40:23.676651Z",
     "start_time": "2018-10-31T18:40:23.667422Z"
    }
   },
   "outputs": [],
   "source": [
    "y = {d: f(X[d]) for d in datasets}\n",
    "y['Train_noise'] = y['Train'] + normal(loc=0,\n",
    "                                       scale=np.std(y['Train']) * noise,\n",
    "                                       size=len(y['Train']))\n",
    "colors = {'Underfit': 'darkblue', 'Right Fit': 'darkgreen', 'Overfit': 'darkred'}\n",
    "test_data = result[result.Data == 'Test']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot result"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The right-hand panel of the following screenshot shows the actual predictions rather than the errors to demonstrate what the different types of fit look like in practice."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:40:32.392629Z",
     "start_time": "2018-10-31T18:40:23.677673Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(ncols=2, figsize=(18, 9), sharey=True)\n",
    "sns.boxplot(x='Model', y='Error', hue='Data',\n",
    "            data=result, ax=axes[0], linewidth=2)\n",
    "axes[0].set_title('In- vs Out-of-Sample Errors')\n",
    "axes[0].axhline(0, ls='--', lw=1, color='k')\n",
    "axes[0].set_ylabel('Symmetric Log Scale')\n",
    "\n",
    "for model in colors.keys():\n",
    "    (test_data[(test_data['Model'] == model)]\n",
    "     .plot.scatter(x='x',\n",
    "                   y='y',\n",
    "                   ax=axes[1],\n",
    "                   s=2,\n",
    "                   color=colors[model],\n",
    "                   alpha=.5,\n",
    "                   label=model))\n",
    "\n",
    "pd.Series(y['Train'], index=X['Train']).sort_index().plot(\n",
    "    ax=axes[1], title='Out-of-sample Predictions')\n",
    "pd.DataFrame(dict(x=X['Train'], y=y['Train_noise'])\n",
    "             ).plot.scatter(x='x', y='y', ax=axes[1])\n",
    "pd.Series(y['Test'], index=X['Test']).plot(\n",
    "    color='black', lw=5, ls='--', ax=axes[1], label='Actuals')\n",
    "plt.yscale('symlog')\n",
    "\n",
    "fig.tight_layout()\n",
    "fig.suptitle('Bias - Variance Tradeoff: Under vs. Overfitting', fontsize=24)\n",
    "fig.savefig('bias_variance', dpi=600)\n",
    "fig.subplots_adjust(top=0.85)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:40:32.396093Z",
     "start_time": "2018-10-31T18:40:32.393688Z"
    }
   },
   "outputs": [],
   "source": [
    "def folds(train, test, nfolds):\n",
    "    shuffle(train)\n",
    "    shuffle(test)\n",
    "    \n",
    "    steps = (np.array([len(train), len(test)]) / nfolds).astype(int)\n",
    "    for fold in range(nfolds):\n",
    "        i, j = fold * steps\n",
    "        yield train[i:i + steps[0]], test[j: j+steps[1]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:40:32.408742Z",
     "start_time": "2018-10-31T18:40:32.397438Z"
    }
   },
   "outputs": [],
   "source": [
    "def rmse(y, x, model):\n",
    "    return np.sqrt(mean_squared_error(y_true=y, y_pred=model.predict(x)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:40:32.416672Z",
     "start_time": "2018-10-31T18:40:32.410023Z"
    }
   },
   "outputs": [],
   "source": [
    "def create_poly_data(data, degree):\n",
    "    return np.hstack((data.reshape(-1, 1) ** i) for i in range(degree + 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:40:33.792317Z",
     "start_time": "2018-10-31T18:40:32.417673Z"
    }
   },
   "outputs": [],
   "source": [
    "train_set = X['Train'] + normal(scale=np.std(f(X['Train']))) * .2\n",
    "test_set =  X['Test'].copy()  \n",
    "\n",
    "sample_sizes = np.arange(.1, 1.0, .01)\n",
    "indices = ([len(train_set), len(test_set)] *\n",
    "           sample_sizes.reshape(-1, 1)).astype(int)\n",
    "result = []\n",
    "lr = LinearRegression()\n",
    "for label, degree in models.items():\n",
    "    model_train = create_poly_data(train_set, degree)\n",
    "    model_test = create_poly_data(test_set, degree)\n",
    "    for train_idx, test_idx in indices:\n",
    "        train = model_train[:train_idx]\n",
    "        test = model_test[:test_idx]\n",
    "        train_rmse, test_rmse = [], []\n",
    "        for x_train, x_test in folds(train, test, 5):\n",
    "            y_train, y_test = f(x_train[:, 1]), f(x_test[:, 1])\n",
    "            lr.fit(X=x_train, y=y_train)\n",
    "            train_rmse.append(rmse(y=y_train, x=x_train, model=lr))\n",
    "            test_rmse.append(rmse(y=y_test, x=x_test, model=lr))\n",
    "        result.append([label, train_idx,\n",
    "                       np.mean(train_rmse), np.std(train_rmse),\n",
    "                       np.mean(test_rmse), np.std(test_rmse)])\n",
    "\n",
    "result = (pd.DataFrame(result,\n",
    "                       columns=['Model', 'Train Size',\n",
    "                                'Train RMSE', 'Train RMSE STD',\n",
    "                                'Test RMSE', 'Test RMSE STD'])\n",
    "          .set_index(['Model', 'Train Size']))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A learning curve plots the evolution of train and test errors against the size of the dataset used to learn the functional relationship. It is a useful tool to diagnose the bias-variance trade-off for a given model because the errors will behave differently. A model with a high bias will have a high but similar training error, both in-sample and out-of-sample, whereas an overfit model will have a very low training error.\n",
    "\n",
    "The declining out-of-sample error illustrates that overfit models may benefit from additional data or tools to limit the model's complexity, such as regularization, whereas underfit models need to use either more features or otherwise increase the complexity of the model, as shown in the following screenshot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:40:34.374724Z",
     "start_time": "2018-10-31T18:40:33.793238Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1152x648 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows=3, sharey=True, figsize=(16, 9))\n",
    "for i, model in enumerate(models.keys()):\n",
    "    result.loc[model, ['Train RMSE', 'Test RMSE']].plot(ax=axes[i], title=model, logy=True, lw=2)\n",
    "    axes[i].set_ylabel('Log RMSE')\n",
    "plt.tight_layout();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:40:37.163694Z",
     "start_time": "2018-10-31T18:40:34.375860Z"
    }
   },
   "outputs": [],
   "source": [
    "train_set = X['Train'] + normal(scale=np.std(f(X['Train']))) * .2\n",
    "test_set = X['Test'].copy()\n",
    "\n",
    "sample_sizes = np.arange(.1, 1.0, .01)\n",
    "indices = ([len(train_set), len(test_set)] *\n",
    "           sample_sizes.reshape(-1, 1)).astype(int)\n",
    "result = pd.DataFrame()\n",
    "lr = LinearRegression()\n",
    "for label, degree in models.items():\n",
    "    model_train = create_poly_data(train_set, degree)\n",
    "    model_test = create_poly_data(test_set, degree)\n",
    "    for train_idx, test_idx in indices:\n",
    "        train = model_train[:train_idx]\n",
    "        test = model_test[:test_idx]\n",
    "        train_rmse, test_rmse = [], []\n",
    "        for x_train, x_test in folds(train, test, 10):\n",
    "            y_train, y_test = f(x_train[:, 1]), f(x_test[:, 1])\n",
    "            lr.fit(X=x_train, y=y_train)\n",
    "            train_rmse.append(rmse(y=y_train, x=x_train, model=lr))\n",
    "            test_rmse.append(rmse(y=y_test, x=x_test, model=lr))\n",
    "        result = (result\n",
    "                  .append(pd.DataFrame({'Model': label,\n",
    "                                        'Train Size': train_idx,\n",
    "                                        'Data': 'Train',\n",
    "                                        'RMSE': train_rmse}))\n",
    "                  .append(pd.DataFrame({'Model': label,\n",
    "                                        'Train Size': train_idx,\n",
    "                                        'Data': 'Test',\n",
    "                                        'RMSE': test_rmse})))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:40:42.441802Z",
     "start_time": "2018-10-31T18:40:37.164748Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/at-3.6/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1296x720 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows=3, sharey=True, sharex=True, figsize=(18, 10))\n",
    "for i, model in enumerate(models.keys()):\n",
    "    sns.lineplot(x='Train Size', y='RMSE', hue='Data', data=result[result.Model==model], ax=axes[i], lw=2)\n",
    "    axes[i].set_title(model)\n",
    "plt.yscale('log')\n",
    "plt.tight_layout();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "308.182px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
